Profiling Report

Dataset statistics

Number of variables	15
Number of observations	68629
Missing cells	52571
Missing cells (%)	5.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.4 MiB
Average record size in memory	128.0 B

Variable types

Numeric	15

Alerts

`ld_std_ask_price1` is highly overall correlated with `ld_std_ask_price2` and 5 other fields	High correlation
`ld_std_ask_price2` is highly overall correlated with `ld_std_ask_price1` and 5 other fields	High correlation
`ld_std_ask_size1` is highly overall correlated with `ld_std_ask_size2` and 2 other fields	High correlation
`ld_std_ask_size2` is highly overall correlated with `ld_std_ask_size1` and 6 other fields	High correlation
`ld_std_bid_ask_1` is highly overall correlated with `ld_std_bid_ask_2`	High correlation
`ld_std_bid_ask_2` is highly overall correlated with `ld_std_ask_size2` and 2 other fields	High correlation
`ld_std_bid_price1` is highly overall correlated with `ld_std_ask_price1` and 5 other fields	High correlation
`ld_std_bid_price2` is highly overall correlated with `ld_std_ask_price1` and 5 other fields	High correlation
`ld_std_bid_size1` is highly overall correlated with `ld_std_ask_size2` and 2 other fields	High correlation
`ld_std_bid_size2` is highly overall correlated with `ld_std_ask_size1` and 6 other fields	High correlation
`ld_std_volume_overall` is highly overall correlated with `ld_std_ask_size1` and 5 other fields	High correlation
`ld_std_wap_1` is highly overall correlated with `ld_std_ask_price1` and 8 other fields	High correlation
`ld_std_wap_2` is highly overall correlated with `ld_std_ask_price1` and 8 other fields	High correlation
`target_value` is highly overall correlated with `ld_std_ask_price1` and 5 other fields	High correlation
`ld_std_volume_difference` has 52571 (76.6%) missing values	Missing
`ld_std_bid_size1` has unique values	Unique
`ld_std_ask_size1` has unique values	Unique
`ld_std_bid_size2` has unique values	Unique
`ld_std_ask_size2` has unique values	Unique
`ld_std_wap_1` has unique values	Unique
`ld_std_wap_2` has unique values	Unique
`ld_std_volume_overall` has unique values	Unique

Reproduction

Analysis started	2024-07-01 19:02:35.667229
Analysis finished	2024-07-01 19:03:02.864666
Duration	27.2 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

target_value
Real number (ℝ)

HIGH CORRELATION

Distinct	68228
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0038878538

Minimum	0.000112782
Maximum	0.051954939
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.000112782
5-th percentile	0.0011688978
Q1	0.002030894
median	0.003060147
Q3	0.004733416
95-th percentile	0.0094920512
Maximum	0.051954939
Range	0.051842157
Interquartile range (IQR)	0.002702522

Descriptive statistics

Standard deviation	0.0029421081
Coefficient of variation (CV)	0.7567435
Kurtosis	13.636917
Mean	0.0038878538
Median Absolute Deviation (MAD)	0.001223305
Skewness	2.7721908
Sum	266.81952
Variance	8.6560001 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.004125058	2	< 0.1%
0.002760894	2	< 0.1%
0.001727059	2	< 0.1%
0.004879351	2	< 0.1%
0.003471	2	< 0.1%
0.001837649	2	< 0.1%
0.00106919	2	< 0.1%
0.001689191	2	< 0.1%
0.003476125	2	< 0.1%
0.001659372	2	< 0.1%
Other values (68218)	68609	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000112782	1	< 0.1%
0.000145461	1	< 0.1%
0.000244148	1	< 0.1%
0.000276828	1	< 0.1%
0.00027703	1	< 0.1%
0.000289663	1	< 0.1%
0.000309087	1	< 0.1%
0.00031157	1	< 0.1%
0.000311773	1	< 0.1%
0.000312335	1	< 0.1%

Value	Count	Frequency (%)
0.051954939	1	< 0.1%
0.04473676	1	< 0.1%
0.043173945	1	< 0.1%
0.042814297	1	< 0.1%
0.038972343	1	< 0.1%
0.038377884	1	< 0.1%
0.035858885	1	< 0.1%
0.035500722	1	< 0.1%
0.034833812	1	< 0.1%
0.033972923	1	< 0.1%

ld_std_bid_price1
Real number (ℝ)

HIGH CORRELATION

Distinct	68502
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00017314199

Minimum	0
Maximum	0.0031125466
Zeros	19
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0
5-th percentile	5.624656 × 10^-5
Q1	9.1065653 × 10^-5
median	0.00013192813
Q3	0.00020281028
95-th percentile	0.00042763595
Maximum	0.0031125466
Range	0.0031125466
Interquartile range (IQR)	0.00011174462

Descriptive statistics

Standard deviation	0.00014355986
Coefficient of variation (CV)	0.82914522
Kurtosis	28.877671
Mean	0.00017314199
Median Absolute Deviation (MAD)	4.9195733 × 10^-5
Skewness	3.8812831
Sum	11.882562
Variance	2.0609433 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19	< 0.1%
8.877857908 × 10^-5	2	< 0.1%
0.0001403808274	2	< 0.1%
0.0001622102136	2	< 0.1%
8.602868184 × 10^-5	2	< 0.1%
9.387564205 × 10^-5	2	< 0.1%
0.0001322650496	2	< 0.1%
0.0001155319333	2	< 0.1%
8.924058784 × 10^-5	2	< 0.1%
7.183026173 × 10^-5	2	< 0.1%
Other values (68492)	68592	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	< 0.1%
1.167682331 × 10^-5	1	< 0.1%
1.33054109 × 10^-5	1	< 0.1%
1.368675476 × 10^-5	1	< 0.1%
1.399539906 × 10^-5	1	< 0.1%
1.419959881 × 10^-5	1	< 0.1%
1.450853051 × 10^-5	1	< 0.1%
1.461275315 × 10^-5	1	< 0.1%
1.485567918 × 10^-5	1	< 0.1%
1.494110802 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.003112546634	1	< 0.1%
0.002845618408	1	< 0.1%
0.002840477042	1	< 0.1%
0.002683021361	1	< 0.1%
0.002396022901	1	< 0.1%
0.00219399156	1	< 0.1%
0.002164484002	1	< 0.1%
0.002124978695	1	< 0.1%
0.002098735422	1	< 0.1%
0.002093555406	1	< 0.1%

ld_std_ask_price1
Real number (ℝ)

HIGH CORRELATION

Distinct	68511
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00017495087

Minimum	0
Maximum	0.0051478571
Zeros	19
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0
5-th percentile	5.63391 × 10^-5
Q1	9.1600312 × 10^-5
median	0.00013261789
Q3	0.00020386792
95-th percentile	0.00043776014
Maximum	0.0051478571
Range	0.0051478571
Interquartile range (IQR)	0.00011226761

Descriptive statistics

Standard deviation	0.00014918607
Coefficient of variation (CV)	0.85273119
Kurtosis	54.698632
Mean	0.00017495087
Median Absolute Deviation (MAD)	4.9555238 × 10^-5
Skewness	4.6965117
Sum	12.006704
Variance	2.2256483 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19	< 0.1%
0.0001405162475	2	< 0.1%
8.477630035 × 10^-5	2	< 0.1%
0.0001168569288	2	< 0.1%
0.0001419887121	2	< 0.1%
7.699953858 × 10^-5	2	< 0.1%
0.0001335382985	2	< 0.1%
9.60000325 × 10^-5	2	< 0.1%
0.0001316934504	2	< 0.1%
8.582940791 × 10^-5	2	< 0.1%
Other values (68501)	68592	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	< 0.1%
1.110569065 × 10^-5	1	< 0.1%
1.330268788 × 10^-5	1	< 0.1%
1.368323865 × 10^-5	1	< 0.1%
1.402899943 × 10^-5	1	< 0.1%
1.420803528 × 10^-5	1	< 0.1%
1.422530841 × 10^-5	1	< 0.1%
1.429950316 × 10^-5	1	< 0.1%
1.466439062 × 10^-5	1	< 0.1%
1.485455505 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.005147857126	1	< 0.1%
0.003688245546	1	< 0.1%
0.003492837073	1	< 0.1%
0.003189953044	1	< 0.1%
0.002844164846	1	< 0.1%
0.002738703974	1	< 0.1%
0.002629032359	1	< 0.1%
0.002528756624	1	< 0.1%
0.002507067053	1	< 0.1%
0.002354246797	1	< 0.1%

ld_std_bid_price2
Real number (ℝ)

HIGH CORRELATION

Distinct	68520
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00019050027

Minimum	0
Maximum	0.0037808092
Zeros	19
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0
5-th percentile	5.7437462 × 10^-5
Q1	9.5521471 × 10^-5
median	0.00014185437
Q3	0.00022296523
95-th percentile	0.00048441982
Maximum	0.0037808092
Range	0.0037808092
Interquartile range (IQR)	0.00012744376

Descriptive statistics

Standard deviation	0.00016924091
Coefficient of variation (CV)	0.88840248
Kurtosis	34.542234
Mean	0.00019050027
Median Absolute Deviation (MAD)	5.5830322 × 10^-5
Skewness	4.2405398
Sum	13.073843
Variance	2.8642487 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19	< 0.1%
0.0001469334238	2	< 0.1%
7.996243221 × 10^-5	2	< 0.1%
7.749475481 × 10^-5	2	< 0.1%
0.0003526294313	2	< 0.1%
0.0001851137495	2	< 0.1%
9.409853374 × 10^-5	2	< 0.1%
0.0001162538538	2	< 0.1%
6.676712655 × 10^-5	2	< 0.1%
7.361448661 × 10^-5	2	< 0.1%
Other values (68510)	68592	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	< 0.1%
1.167388655 × 10^-5	1	< 0.1%
1.33081312 × 10^-5	1	< 0.1%
1.369380334 × 10^-5	1	< 0.1%
1.399377743 × 10^-5	1	< 0.1%
1.420231092 × 10^-5	1	< 0.1%
1.450818763 × 10^-5	1	< 0.1%
1.460961175 × 10^-5	1	< 0.1%
1.485681605 × 10^-5	1	< 0.1%
1.493882246 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.003780809231	1	< 0.1%
0.003235624172	1	< 0.1%
0.003151480108	1	< 0.1%
0.003122958122	1	< 0.1%
0.002946109278	1	< 0.1%
0.002945420332	1	< 0.1%
0.00284107076	1	< 0.1%
0.002812188119	1	< 0.1%
0.00277720578	1	< 0.1%
0.00265563	1	< 0.1%

ld_std_ask_price2
Real number (ℝ)

HIGH CORRELATION

Distinct	68499
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00019337495

Minimum	0
Maximum	0.0049444479
Zeros	19
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0
5-th percentile	5.7812028 × 10^-5
Q1	9.6334079 × 10^-5
median	0.00014362368
Q3	0.0002250613
95-th percentile	0.00049390789
Maximum	0.0049444479
Range	0.0049444479
Interquartile range (IQR)	0.00012872722

Descriptive statistics

Standard deviation	0.00017384717
Coefficient of variation (CV)	0.89901596
Kurtosis	40.539435
Mean	0.00019337495
Median Absolute Deviation (MAD)	5.6806952 × 10^-5
Skewness	4.3992334
Sum	13.27113
Variance	3.0222838 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19	< 0.1%
7.980124792 × 10^-5	2	< 0.1%
0.0001358270092	2	< 0.1%
0.0001628818864	2	< 0.1%
0.0001220228005	2	< 0.1%
0.0001583105623	2	< 0.1%
0.0001870383858	2	< 0.1%
0.0001424738293	2	< 0.1%
0.0001058513735	2	< 0.1%
0.0003276618372	2	< 0.1%
Other values (68489)	68592	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	< 0.1%
1.110304675 × 10^-5	1	< 0.1%
1.330190207 × 10^-5	1	< 0.1%
1.3680763 × 10^-5	1	< 0.1%
1.403150145 × 10^-5	1	< 0.1%
1.41980654 × 10^-5	1	< 0.1%
1.421401339 × 10^-5	1	< 0.1%
1.430487009 × 10^-5	1	< 0.1%
1.466756567 × 10^-5	1	< 0.1%
1.484861423 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.004944447894	1	< 0.1%
0.003862201469	1	< 0.1%
0.003440321889	1	< 0.1%
0.003408104414	1	< 0.1%
0.003108011791	1	< 0.1%
0.003000094322	1	< 0.1%
0.002845710376	1	< 0.1%
0.002771146828	1	< 0.1%
0.002714247443	1	< 0.1%
0.002619737526	1	< 0.1%

ld_std_bid_size1
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1965565

Minimum	0.0068416619
Maximum	2.9747952
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.0068416619
5-th percentile	0.55132067
Q1	0.92725907
median	1.2101419
Q3	1.4683355
95-th percentile	1.8054909
Maximum	2.9747952
Range	2.9679536
Interquartile range (IQR)	0.54107646

Descriptive statistics

Standard deviation	0.38388727
Coefficient of variation (CV)	0.3208267
Kurtosis	-0.19786453
Mean	1.1965565
Median Absolute Deviation (MAD)	0.2699603
Skewness	-0.069420516
Sum	82118.477
Variance	0.14736944
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.14344429	1	< 0.1%
1.740280381	1	< 0.1%
1.367050564	1	< 0.1%
1.470401206	1	< 0.1%
1.524807208	1	< 0.1%
1.142498585	1	< 0.1%
1.926850274	1	< 0.1%
1.314129695	1	< 0.1%
1.029905254	1	< 0.1%
1.123148512	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.006841661873	1	< 0.1%
0.01012264485	1	< 0.1%
0.01913532836	1	< 0.1%
0.02323117119	1	< 0.1%
0.02667956457	1	< 0.1%
0.03562631796	1	< 0.1%
0.0361654355	1	< 0.1%
0.03642605282	1	< 0.1%
0.03990642535	1	< 0.1%
0.04049498139	1	< 0.1%

Value	Count	Frequency (%)
2.974795226	1	< 0.1%
2.922383494	1	< 0.1%
2.915309618	1	< 0.1%
2.798097772	1	< 0.1%
2.794928544	1	< 0.1%
2.787534462	1	< 0.1%
2.784510956	1	< 0.1%
2.776839366	1	< 0.1%
2.754316447	1	< 0.1%
2.739419123	1	< 0.1%

ld_std_ask_size1
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1795025

Minimum	0.0063968603
Maximum	3.0297706
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.0063968603
5-th percentile	0.54318133
Q1	0.91624015
median	1.1889469
Q3	1.4475796
95-th percentile	1.7843524
Maximum	3.0297706
Range	3.0233737
Interquartile range (IQR)	0.5313394

Descriptive statistics

Standard deviation	0.37944789
Coefficient of variation (CV)	0.32170164
Kurtosis	-0.17273226
Mean	1.1795025
Median Absolute Deviation (MAD)	0.26606996
Skewness	-0.051921764
Sum	80948.076
Variance	0.1439807
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.424793244	1	< 0.1%
1.196829898	1	< 0.1%
1.316612079	1	< 0.1%
1.483292193	1	< 0.1%
0.8862270676	1	< 0.1%
1.226625166	1	< 0.1%
1.553646222	1	< 0.1%
1.555635534	1	< 0.1%
1.197569003	1	< 0.1%
1.25601571	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.006396860319	1	< 0.1%
0.0143030782	1	< 0.1%
0.01995120136	1	< 0.1%
0.02146569989	1	< 0.1%
0.02224496531	1	< 0.1%
0.02325570038	1	< 0.1%
0.02537015402	1	< 0.1%
0.0274907446	1	< 0.1%
0.02777868466	1	< 0.1%
0.03237542005	1	< 0.1%

Value	Count	Frequency (%)
3.029770593	1	< 0.1%
3.02031774	1	< 0.1%
2.980309412	1	< 0.1%
2.778735344	1	< 0.1%
2.742821988	1	< 0.1%
2.714032732	1	< 0.1%
2.711632356	1	< 0.1%
2.703373068	1	< 0.1%
2.699210856	1	< 0.1%
2.689141999	1	< 0.1%

ld_std_bid_size2
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.05406

Minimum	0.0005667965
Maximum	3.2534018
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.0005667965
5-th percentile	0.16362202
Q1	0.65044294
median	1.1176562
Q3	1.4513199
95-th percentile	1.8385004
Maximum	3.2534018
Range	3.252835
Interquartile range (IQR)	0.80087699

Descriptive statistics

Standard deviation	0.52216244
Coefficient of variation (CV)	0.49538209
Kurtosis	-0.80907012
Mean	1.05406
Median Absolute Deviation (MAD)	0.38222698
Skewness	-0.16240728
Sum	72339.083
Variance	0.27265362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.208437918	1	< 0.1%
1.662217689	1	< 0.1%
1.635861633	1	< 0.1%
0.5059753298	1	< 0.1%
1.719065331	1	< 0.1%
0.2347781073	1	< 0.1%
1.18599332	1	< 0.1%
1.500745783	1	< 0.1%
1.265847778	1	< 0.1%
1.033409539	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0005667964961	1	< 0.1%
0.0007274092387	1	< 0.1%
0.0007880158059	1	< 0.1%
0.001504139024	1	< 0.1%
0.001555764652	1	< 0.1%
0.001606081737	1	< 0.1%
0.001670756298	1	< 0.1%
0.002811166637	1	< 0.1%
0.002937640056	1	< 0.1%
0.003724402783	1	< 0.1%

Value	Count	Frequency (%)
3.253401809	1	< 0.1%
3.201412483	1	< 0.1%
2.944508024	1	< 0.1%
2.856433024	1	< 0.1%
2.801109159	1	< 0.1%
2.780572929	1	< 0.1%
2.75569353	1	< 0.1%
2.751314444	1	< 0.1%
2.74791492	1	< 0.1%
2.733901497	1	< 0.1%

ld_std_ask_size2
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0344122

Minimum	0.00010926872
Maximum	2.9556729
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.00010926872
5-th percentile	0.16291014
Q1	0.64587248
median	1.090245
Q3	1.4216163
95-th percentile	1.8114161
Maximum	2.9556729
Range	2.9555636
Interquartile range (IQR)	0.77574387

Descriptive statistics

Standard deviation	0.5119196
Coefficient of variation (CV)	0.49488937
Kurtosis	-0.77852158
Mean	1.0344122
Median Absolute Deviation (MAD)	0.37668654
Skewness	-0.12747752
Sum	70990.675
Variance	0.26206168
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.360763455	1	< 0.1%
0.7710094601	1	< 0.1%
1.323530377	1	< 0.1%
0.6028997208	1	< 0.1%
1.127853576	1	< 0.1%
0.1708000643	1	< 0.1%
1.360885816	1	< 0.1%
1.664725826	1	< 0.1%
1.177255067	1	< 0.1%
1.067569107	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0001092687231	1	< 0.1%
0.0004464769175	1	< 0.1%
0.0008525615245	1	< 0.1%
0.00124437639	1	< 0.1%
0.001272247753	1	< 0.1%
0.001292381457	1	< 0.1%
0.001332212176	1	< 0.1%
0.001555703783	1	< 0.1%
0.002153656807	1	< 0.1%
0.002246671438	1	< 0.1%

Value	Count	Frequency (%)
2.955672901	1	< 0.1%
2.893509049	1	< 0.1%
2.831569861	1	< 0.1%
2.817376875	1	< 0.1%
2.729540658	1	< 0.1%
2.728510878	1	< 0.1%
2.706918831	1	< 0.1%
2.698092583	1	< 0.1%
2.693488137	1	< 0.1%
2.682798942	1	< 0.1%

ld_std_bid_ask_1
Real number (ℝ)

HIGH CORRELATION

Distinct	68144
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27131126

Minimum	0
Maximum	0.95161843
Zeros	230
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0.084993008
Q1	0.20543469
median	0.26838911
Q3	0.34093556
95-th percentile	0.4467033
Maximum	0.95161843
Range	0.95161843
Interquartile range (IQR)	0.13550086

Descriptive statistics

Standard deviation	0.10668971
Coefficient of variation (CV)	0.3932373
Kurtosis	0.39161814
Mean	0.27131126
Median Absolute Deviation (MAD)	0.067115098
Skewness	-0.001815529
Sum	18619.82
Variance	0.011382694
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	230	0.3%
0.05858162791	4	< 0.1%
0.07130330056	3	< 0.1%
0.08374910802	3	< 0.1%
0.09658770263	3	< 0.1%
0.09016370028	3	< 0.1%
0.07056052238	3	< 0.1%
0.1011059061	3	< 0.1%
0.04249957949	3	< 0.1%
0.04266025871	3	< 0.1%
Other values (68134)	68371	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	230	0.3%
1.651954676 × 10^-6	1	< 0.1%
1.682979928 × 10^-6	1	< 0.1%
1.726649657 × 10^-6	1	< 0.1%
1.748412956 × 10^-6	1	< 0.1%
1.817859925 × 10^-6	1	< 0.1%
1.871881523 × 10^-6	1	< 0.1%
1.915285338 × 10^-6	1	< 0.1%
1.921823241 × 10^-6	1	< 0.1%
1.939121603 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.951618433	1	< 0.1%
0.8523822427	1	< 0.1%
0.830712378	1	< 0.1%
0.830678761	1	< 0.1%
0.82524544	1	< 0.1%
0.8240718842	1	< 0.1%
0.796169281	1	< 0.1%
0.7933870554	1	< 0.1%
0.7717618346	1	< 0.1%
0.7707441449	1	< 0.1%

ld_std_bid_ask_2
Real number (ℝ)

HIGH CORRELATION

Distinct	68161
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1766989

Minimum	0
Maximum	0.58029026
Zeros	231
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0.035784204
Q1	0.14550211
median	0.18269156
Q3	0.2183428
95-th percentile	0.2779299
Maximum	0.58029026
Range	0.58029026
Interquartile range (IQR)	0.072840691

Descriptive statistics

Standard deviation	0.068182433
Coefficient of variation (CV)	0.3858679
Kurtosis	0.62011768
Mean	0.1766989
Median Absolute Deviation (MAD)	0.036346242
Skewness	-0.42734154
Sum	12126.669
Variance	0.0046488441
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	231	0.3%
0.19980295	3	< 0.1%
0.0249922201	3	< 0.1%
0.1766705513	3	< 0.1%
0.04137989879	3	< 0.1%
0.02688500099	3	< 0.1%
0.1927239299	2	< 0.1%
0.2280192822	2	< 0.1%
0.2202769667	2	< 0.1%
0.1841318309	2	< 0.1%
Other values (68151)	68375	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	231	0.3%
5.499782674 × 10^-7	1	< 0.1%
5.578000923 × 10^-7	1	< 0.1%
5.632107332 × 10^-7	1	< 0.1%
5.755499046 × 10^-7	1	< 0.1%
5.849357194 × 10^-7	1	< 0.1%
5.877104741 × 10^-7	1	< 0.1%
5.93231789 × 10^-7	1	< 0.1%
5.964045044 × 10^-7	1	< 0.1%
6.082715345 × 10^-7	1	< 0.1%

Value	Count	Frequency (%)
0.5802902579	1	< 0.1%
0.5339919329	1	< 0.1%
0.5227601528	1	< 0.1%
0.5150877237	1	< 0.1%
0.4908824265	1	< 0.1%
0.487690717	1	< 0.1%
0.4680674076	1	< 0.1%
0.4628034234	1	< 0.1%
0.4619769752	1	< 0.1%
0.4606779516	1	< 0.1%

ld_std_wap_1
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00022940492

Minimum	9.3489961 × 10^-6
Maximum	0.0065640944
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	9.3489961 × 10^-6
5-th percentile	5.8128055 × 10^-5
Q1	0.00010597916
median	0.00016902114
Q3	0.0002772449
95-th percentile	0.00060037935
Maximum	0.0065640944
Range	0.0065547454
Interquartile range (IQR)	0.00017126574

Descriptive statistics

Standard deviation	0.00020994191
Coefficient of variation (CV)	0.91515873
Kurtosis	41.372113
Mean	0.00022940492
Median Absolute Deviation (MAD)	7.5137232 × 10^-5
Skewness	4.1704558
Sum	15.74383
Variance	4.4075607 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.385756201 × 10^-5	1	< 0.1%
0.0003566089625	1	< 0.1%
0.0002085586581	1	< 0.1%
2.820511944 × 10^-5	1	< 0.1%
0.0003952344122	1	< 0.1%
9.294409845 × 10^-5	1	< 0.1%
0.000292760202	1	< 0.1%
0.0001324313456	1	< 0.1%
0.0006160076007	1	< 0.1%
0.0002603769081	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.348996055 × 10^-6	1	< 0.1%
9.619542903 × 10^-6	1	< 0.1%
1.059369294 × 10^-5	1	< 0.1%
1.192369513 × 10^-5	1	< 0.1%
1.221195601 × 10^-5	1	< 0.1%
1.282452801 × 10^-5	1	< 0.1%
1.290952494 × 10^-5	1	< 0.1%
1.315510115 × 10^-5	1	< 0.1%
1.361749173 × 10^-5	1	< 0.1%
1.367593036 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.006564094385	1	< 0.1%
0.005150089894	1	< 0.1%
0.003952823879	1	< 0.1%
0.003876715207	1	< 0.1%
0.003821951845	1	< 0.1%
0.003604553545	1	< 0.1%
0.003324589089	1	< 0.1%
0.00329656635	1	< 0.1%
0.003126303299	1	< 0.1%
0.003052298708	1	< 0.1%

ld_std_wap_2
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00031789743

Minimum	1.1865238 × 10^-6
Maximum	0.0084693155
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	1.1865238 × 10^-6
5-th percentile	7.6202195 × 10^-5
Q1	0.00014218257
median	0.00023285154
Q3	0.0003867905
95-th percentile	0.00084358892
Maximum	0.0084693155
Range	0.008468129
Interquartile range (IQR)	0.00024460793

Descriptive statistics

Standard deviation	0.00029787377
Coefficient of variation (CV)	0.9370122
Kurtosis	33.526591
Mean	0.00031789743
Median Absolute Deviation (MAD)	0.00010770124
Skewness	3.9820807
Sum	21.816983
Variance	8.8728784 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.953274111 × 10^-5	1	< 0.1%
0.0005419000475	1	< 0.1%
0.000320691483	1	< 0.1%
3.208913509 × 10^-5	1	< 0.1%
0.0006122652391	1	< 0.1%
0.0001190143401	1	< 0.1%
0.0003077086368	1	< 0.1%
0.0001701411819	1	< 0.1%
0.0007007540818	1	< 0.1%
0.0003341969858	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.186523831 × 10^-6	1	< 0.1%
1.564046298 × 10^-6	1	< 0.1%
1.944608859 × 10^-6	1	< 0.1%
2.046028451 × 10^-6	1	< 0.1%
2.563125906 × 10^-6	1	< 0.1%
2.920655151 × 10^-6	1	< 0.1%
3.060674281 × 10^-6	1	< 0.1%
3.331421105 × 10^-6	1	< 0.1%
3.634124879 × 10^-6	1	< 0.1%
3.821156699 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.008469315519	1	< 0.1%
0.005612209427	1	< 0.1%
0.005603598334	1	< 0.1%
0.005125243848	1	< 0.1%
0.004910844872	1	< 0.1%
0.004522389008	1	< 0.1%
0.004481303236	1	< 0.1%
0.004382028804	1	< 0.1%
0.004381747359	1	< 0.1%
0.004318790664	1	< 0.1%

ld_std_volume_overall
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36664627

Minimum	0.0052009821
Maximum	1.9460871
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.0052009821
5-th percentile	0.10050259
Q1	0.26336616
median	0.34644508
Q3	0.45498847
95-th percentile	0.67916836
Maximum	1.9460871
Range	1.9408862
Interquartile range (IQR)	0.19162232

Descriptive statistics

Standard deviation	0.17315261
Coefficient of variation (CV)	0.47226066
Kurtosis	1.8768872
Mean	0.36664627
Median Absolute Deviation (MAD)	0.093950389
Skewness	0.89584296
Sum	25162.567
Variance	0.029981825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3120823898	1	< 0.1%
0.4349796957	1	< 0.1%
0.441609796	1	< 0.1%
0.3366424345	1	< 0.1%
0.3134725014	1	< 0.1%
0.1214568251	1	< 0.1%
0.4694215557	1	< 0.1%
0.4521458682	1	< 0.1%
0.7607495785	1	< 0.1%
0.3030121451	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.005200982124	1	< 0.1%
0.005920266886	1	< 0.1%
0.007676492274	1	< 0.1%
0.00773481352	1	< 0.1%
0.00880766484	1	< 0.1%
0.0123820324	1	< 0.1%
0.01299858527	1	< 0.1%
0.0131257553	1	< 0.1%
0.01338257538	1	< 0.1%
0.01357206235	1	< 0.1%

Value	Count	Frequency (%)
1.946087137	1	< 0.1%
1.428055621	1	< 0.1%
1.407052745	1	< 0.1%
1.395689813	1	< 0.1%
1.389121223	1	< 0.1%
1.359325535	1	< 0.1%
1.3509138	1	< 0.1%
1.347304943	1	< 0.1%
1.342796258	1	< 0.1%
1.338431215	1	< 0.1%

ld_std_volume_difference
Real number (ℝ)

MISSING

Distinct	16058
Distinct (%)	100.0%
Missing	52571
Missing (%)	76.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.96214264

Minimum	0.0036169224
Maximum	3.1175252
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.0036169224
5-th percentile	0.53833506
Q1	0.78422684
median	0.94977478
Q3	1.1235354
95-th percentile	1.4291909
Maximum	3.1175252
Range	3.1139083
Interquartile range (IQR)	0.33930856

Descriptive statistics

Standard deviation	0.28087643
Coefficient of variation (CV)	0.29192805
Kurtosis	2.161201
Mean	0.96214264
Median Absolute Deviation (MAD)	0.16910865
Skewness	0.50501558
Sum	15450.086
Variance	0.078891566
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7452639302	1	< 0.1%
1.215811433	1	< 0.1%
0.9266800021	1	< 0.1%
1.172925255	1	< 0.1%
0.9020336163	1	< 0.1%
0.8102798195	1	< 0.1%
0.6839076204	1	< 0.1%
1.103505403	1	< 0.1%
0.5306252943	1	< 0.1%
1.03894412	1	< 0.1%
Other values (16048)	16048	23.4%
(Missing)	52571	76.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.003616922368	1	< 0.1%
0.0145800378	1	< 0.1%
0.02526119283	1	< 0.1%
0.0280524674	1	< 0.1%
0.02993094204	1	< 0.1%
0.03168061144	1	< 0.1%
0.04661559303	1	< 0.1%
0.0475756678	1	< 0.1%
0.05397913695	1	< 0.1%
0.05412200757	1	< 0.1%

Value	Count	Frequency (%)
3.117525239	1	< 0.1%
3.107417354	1	< 0.1%
3.097852344	1	< 0.1%
2.936582939	1	< 0.1%
2.900621192	1	< 0.1%
2.673520674	1	< 0.1%
2.659137402	1	< 0.1%
2.599075089	1	< 0.1%
2.537498648	1	< 0.1%
2.426001124	1	< 0.1%

Auto

Heatmap
Table

	ld_std_ask_price1	ld_std_ask_price2	ld_std_ask_size1	ld_std_ask_size2	ld_std_bid_ask_1	ld_std_bid_ask_2	ld_std_bid_price1	ld_std_bid_price2	ld_std_bid_size1	ld_std_bid_size2	ld_std_volume_difference	ld_std_volume_overall	ld_std_wap_1	ld_std_wap_2	target_value
ld_std_ask_price1	1.000	0.975	0.183	0.309	0.093	0.433	0.944	0.929	0.193	0.329	0.172	0.330	0.915	0.884	0.839
ld_std_ask_price2	0.975	1.000	0.196	0.348	0.076	0.491	0.926	0.924	0.215	0.370	0.185	0.346	0.918	0.905	0.830
ld_std_ask_size1	0.183	0.196	1.000	0.743	0.228	0.430	0.171	0.191	0.497	0.534	0.330	0.639	0.331	0.319	0.276
ld_std_ask_size2	0.309	0.348	0.743	1.000	0.103	0.535	0.305	0.344	0.549	0.736	0.292	0.751	0.507	0.549	0.422
ld_std_bid_ask_1	0.093	0.076	0.228	0.103	1.000	0.605	0.093	0.077	0.235	0.108	0.408	0.165	-0.032	-0.074	0.029
ld_std_bid_ask_2	0.433	0.491	0.430	0.535	0.605	1.000	0.428	0.483	0.448	0.547	0.370	0.484	0.444	0.454	0.416
ld_std_bid_price1	0.944	0.926	0.171	0.305	0.093	0.428	1.000	0.977	0.201	0.324	0.188	0.328	0.913	0.882	0.839
ld_std_bid_price2	0.929	0.924	0.191	0.344	0.077	0.483	0.977	1.000	0.211	0.360	0.191	0.341	0.916	0.901	0.830
ld_std_bid_size1	0.193	0.215	0.497	0.549	0.235	0.448	0.201	0.211	1.000	0.752	0.402	0.649	0.350	0.339	0.298
ld_std_bid_size2	0.329	0.370	0.534	0.736	0.108	0.547	0.324	0.360	0.752	1.000	0.344	0.750	0.525	0.567	0.440
ld_std_volume_difference	0.172	0.185	0.330	0.292	0.408	0.370	0.188	0.191	0.402	0.344	1.000	0.344	0.205	0.183	0.184
ld_std_volume_overall	0.330	0.346	0.639	0.751	0.165	0.484	0.328	0.341	0.649	0.750	0.344	1.000	0.531	0.526	0.466
ld_std_wap_1	0.915	0.918	0.331	0.507	-0.032	0.444	0.913	0.916	0.350	0.525	0.205	0.531	1.000	0.974	0.874
ld_std_wap_2	0.884	0.905	0.319	0.549	-0.074	0.454	0.882	0.901	0.339	0.567	0.183	0.526	0.974	1.000	0.844
target_value	0.839	0.830	0.276	0.422	0.029	0.416	0.839	0.830	0.298	0.440	0.184	0.466	0.874	0.844	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	target_value	ld_std_bid_price1	ld_std_ask_price1	ld_std_bid_price2	ld_std_ask_price2	ld_std_bid_size1	ld_std_ask_size1	ld_std_bid_size2	ld_std_ask_size2	ld_std_bid_ask_1	ld_std_bid_ask_2	ld_std_wap_1	ld_std_wap_2	ld_std_volume_overall	ld_std_volume_difference
181334	0.001381	0.000053	0.000060	0.000048	0.000067	1.143444	1.424793	1.208438	1.360763	0.282237	0.168402	0.000074	0.000090	0.312082	NaN
59080	0.007188	0.000160	0.000225	0.000158	0.000235	1.627652	2.079402	1.374645	1.233838	0.176171	0.148316	0.000467	0.000478	0.430817	NaN
67472	0.003207	0.000140	0.000159	0.000170	0.000226	1.571714	1.119127	1.893497	1.501236	0.204541	0.185636	0.000259	0.000437	0.601381	NaN
387187	0.003743	0.000169	0.000133	0.000179	0.000137	1.390318	1.539796	1.525919	1.431490	0.360693	0.277138	0.000187	0.000239	0.395062	NaN
192846	0.003829	0.000106	0.000100	0.000111	0.000103	1.669688	1.928168	1.605620	1.383480	0.329972	0.217398	0.000152	0.000210	0.550260	NaN
414641	0.002670	0.000122	0.000119	0.000124	0.000123	1.388560	0.812458	0.956529	0.980435	0.434680	0.197899	0.000117	0.000174	0.269573	NaN
75066	0.001399	0.000060	0.000063	0.000056	0.000066	0.860984	0.882620	0.695094	0.637609	0.411070	0.185223	0.000063	0.000081	0.285563	NaN
151589	0.003027	0.000104	0.000108	0.000109	0.000117	1.072397	1.107812	0.743435	1.006299	0.274411	0.177110	0.000134	0.000180	0.303003	NaN
109245	0.005340	0.000396	0.000394	0.000396	0.000393	0.874018	0.854135	0.213187	0.138228	0.085746	0.035588	0.000334	0.000441	0.132561	NaN
357673	0.001807	0.000086	0.000087	0.000086	0.000087	0.676035	0.745352	0.142025	0.118517	0.099534	0.041312	0.000081	0.000107	0.099584	0.993125

	target_value	ld_std_bid_price1	ld_std_ask_price1	ld_std_bid_price2	ld_std_ask_price2	ld_std_bid_size1	ld_std_ask_size1	ld_std_bid_size2	ld_std_ask_size2	ld_std_bid_ask_1	ld_std_bid_ask_2	ld_std_wap_1	ld_std_wap_2	ld_std_volume_overall	ld_std_volume_difference
235594	0.001750	0.000088	0.000088	0.000088	0.000088	1.415258	1.451728	0.937642	0.881634	0.422300	0.189532	0.000089	0.000098	0.390716	NaN
62082	0.006938	0.000193	0.000192	0.000234	0.000236	1.650374	1.140789	1.640032	1.015712	0.310719	0.266269	0.000252	0.000336	0.354934	NaN
1689	0.005653	0.000515	0.000239	0.000511	0.000241	0.968539	0.771693	0.882836	1.246875	0.219841	0.159826	0.000425	0.000724	0.352074	NaN
127948	0.005273	0.000273	0.000290	0.000297	0.000308	1.060714	1.000940	0.898450	0.996232	0.308585	0.230894	0.000310	0.000343	0.382034	NaN
332322	0.003058	0.000178	0.000169	0.000222	0.000239	1.513583	1.743139	1.774722	1.554603	0.265404	0.253285	0.000271	0.000407	0.714769	0.805393
149226	0.001754	0.000100	0.000103	0.000100	0.000103	0.852728	0.969767	0.207066	0.255895	0.167235	0.069417	0.000087	0.000122	0.116810	1.055626
385833	0.003928	0.000068	0.000067	0.000069	0.000070	1.497950	1.352706	1.419726	1.388622	0.200685	0.170413	0.000126	0.000152	0.734643	NaN
179401	0.001521	0.000076	0.000084	0.000076	0.000084	0.722354	1.068183	0.290402	0.328775	0.272594	0.118914	0.000077	0.000090	0.171703	NaN
322924	0.002483	0.000075	0.000061	0.000079	0.000060	1.445166	1.799742	1.326436	1.463120	0.246166	0.180490	0.000118	0.000142	0.474381	NaN
384322	0.003137	0.000098	0.000074	0.000107	0.000086	1.625238	1.335591	1.825194	1.660972	0.237406	0.223035	0.000132	0.000174	0.787544	NaN

Overview

Variables

Interactions

Correlations

Missing values

Sample